Overview

Dataset statistics

Number of variables19
Number of observations7500
Missing cells387
Missing cells (%)0.3%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory2.8 MiB
Average record size in memory391.3 B

Variable types

NUM12
UNSUPPORTED6
CAT1

Reproduction

Analysis started2020-05-14 14:54:52.539390
Analysis finished2020-05-14 14:55:27.711740
Duration35.17 seconds
Versionpandas-profiling v2.7.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
name has a high cardinality: 7429 distinct values High cardinality
bgg_rank is highly correlated with df_indexHigh correlation
df_index is highly correlated with bgg_rankHigh correlation
min_age has 300 (4.0%) missing values Missing
year is highly skewed (γ1 = -44.08599432) Skewed
max_player_num is highly skewed (γ1 = 44.51002747) Skewed
min_play_time is highly skewed (γ1 = 44.63966224) Skewed
max_play_time is highly skewed (γ1 = 28.8635442) Skewed
name is uniformly distributed Uniform
df_index has unique values Unique
bgg_rank has unique values Unique
artists is an unsupported type, check if it needs cleaning or further analysis Unsupported
publishers is an unsupported type, check if it needs cleaning or further analysis Unsupported
categories is an unsupported type, check if it needs cleaning or further analysis Unsupported
mechanisms is an unsupported type, check if it needs cleaning or further analysis Unsupported
family is an unsupported type, check if it needs cleaning or further analysis Unsupported
designers is an unsupported type, check if it needs cleaning or further analysis Unsupported

Variables

df_index
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE
Distinct count7500
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean389114.79333333333
Minimum10000
Maximum870099
Zeros0
Zeros (%)0.0%
Memory size58.7 KiB

Quantile statistics

Minimum10000
5-th percentile40074.95
Q1190076.75
median380057.5
Q3570036.25
95-th percentile800032.1
Maximum870099
Range860099
Interquartile range (IQR)379959.5

Descriptive statistics

Standard deviation231188.8153
Coefficient of variation (CV)0.5941403907
Kurtosis-0.9520955156
Mean389114.7933
Median Absolute Deviation (MAD)189980
Skewness0.194049822
Sum2918360950
Variance5.344826833e+10
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
430078 1 < 0.1%
 
540029 1 < 0.1%
 
200043 1 < 0.1%
 
30060 1 < 0.1%
 
540013 1 < 0.1%
 
370030 1 < 0.1%
 
710000 1 < 0.1%
 
200051 1 < 0.1%
 
30068 1 < 0.1%
 
540021 1 < 0.1%
 
Other values (7490) 7490 99.9%
 
ValueCountFrequency (%) 
10000 1 < 0.1%
 
10001 1 < 0.1%
 
10002 1 < 0.1%
 
10003 1 < 0.1%
 
10004 1 < 0.1%
 
ValueCountFrequency (%) 
870099 1 < 0.1%
 
870097 1 < 0.1%
 
870095 1 < 0.1%
 
870093 1 < 0.1%
 
870092 1 < 0.1%
 

bgg_rank
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE
Distinct count7500
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3841.1133333333332
Minimum1
Maximum8700
Zeros0
Zeros (%)0.0%
Memory size29.4 KiB

Quantile statistics

Minimum1
5-th percentile375.95
Q11877.75
median3758.5
Q35637.25
95-th percentile7933.1
Maximum8700
Range8699
Interquartile range (IQR)3759.5

Descriptive statistics

Standard deviation2312.071557
Coefficient of variation (CV)0.6019274509
Kurtosis-0.9513770968
Mean3841.113333
Median Absolute Deviation (MAD)1880
Skewness0.1941717311
Sum28808350
Variance5345674.886
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2047 1 < 0.1%
 
1338 1 < 0.1%
 
1314 1 < 0.1%
 
3363 1 < 0.1%
 
5416 1 < 0.1%
 
7465 1 < 0.1%
 
1322 1 < 0.1%
 
3371 1 < 0.1%
 
5424 1 < 0.1%
 
7473 1 < 0.1%
 
Other values (7490) 7490 99.9%
 
ValueCountFrequency (%) 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
5 1 < 0.1%
 
ValueCountFrequency (%) 
8700 1 < 0.1%
 
8698 1 < 0.1%
 
8696 1 < 0.1%
 
8694 1 < 0.1%
 
8693 1 < 0.1%
 

name
Categorical

HIGH CARDINALITY
UNIFORM
Distinct count7429
Unique (%)99.1%
Missing0
Missing (%)0.0%
Memory size29.4 KiB
Cosmic Encounter
 
4
Around the World in 80 Days
 
3
War of the Ring
 
3
Claim
 
2
Boomerang
 
2
Other values (7424)
7486
ValueCountFrequency (%) 
Cosmic Encounter 4 0.1%
 
Around the World in 80 Days 3 < 0.1%
 
War of the Ring 3 < 0.1%
 
Claim 2 < 0.1%
 
Boomerang 2 < 0.1%
 
Bloom 2 < 0.1%
 
Lord of the Rings: The Confrontation 2 < 0.1%
 
Athlas: Duel for Divinity 2 < 0.1%
 
Beda Fomm 2 < 0.1%
 
Dune 2 < 0.1%
 
Other values (7419) 7476 99.7%
 

Length

Max length107
Mean length18.80626667
Min length1
ValueCountFrequency (%) 
Lowercase_Letter 58 42.3%
 
Uppercase_Letter 33 24.1%
 
Other_Punctuation 13 9.5%
 
Decimal_Number 10 7.3%
 
Other_Letter 8 5.8%
 
Dash_Punctuation 3 2.2%
 
Open_Punctuation 2 1.5%
 
Close_Punctuation 2 1.5%
 
Currency_Symbol 2 1.5%
 
Other_Number 2 1.5%
 
Other values (4) 4 2.9%
 
ValueCountFrequency (%) 
Latin 91 66.4%
 
Common 37 27.0%
 
Hiragana 4 2.9%
 
Han 4 2.9%
 
Inherited 1 0.7%
 
ValueCountFrequency (%) 
ASCII 81 86.2%
 
Hiragana 4 4.3%
 
CJK 4 4.3%
 
Punctuation 3 3.2%
 
Currency Symbols 1 1.1%
 
Diacriticals 1 1.1%
 

year
Real number (ℝ)

SKEWED
Distinct count115
Unique (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2005.4209333333333
Minimum-3000
Maximum2021
Zeros0
Zeros (%)0.0%
Memory size29.4 KiB

Quantile statistics

Minimum-3000
5-th percentile1983
Q12005
median2012
Q32016
95-th percentile2019
Maximum2021
Range5021
Interquartile range (IQR)11

Descriptive statistics

Standard deviation86.5762181
Coefficient of variation (CV)0.04317109524
Kurtosis2278.194771
Mean2005.420933
Median Absolute Deviation (MAD)5
Skewness-44.08599432
Sum15040657
Variance7495.441541
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2017 622 8.3%
 
2018 605 8.1%
 
2016 570 7.6%
 
2015 543 7.2%
 
2019 525 7.0%
 
2014 421 5.6%
 
2013 383 5.1%
 
2012 354 4.7%
 
2011 301 4.0%
 
2010 298 4.0%
 
Other values (105) 2878 38.4%
 
ValueCountFrequency (%) 
-3000 1 < 0.1%
 
-2200 1 < 0.1%
 
400 1 < 0.1%
 
550 1 < 0.1%
 
700 2 < 0.1%
 
ValueCountFrequency (%) 
2021 4 0.1%
 
2020 54 0.7%
 
2019 525 7.0%
 
2018 605 8.1%
 
2017 622 8.3%
 

geek_rating
Real number (ℝ≥0)

Distinct count1540
Unique (%)20.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.963601333333334
Minimum5.561
Maximum8.576
Zeros0
Zeros (%)0.0%
Memory size58.7 KiB

Quantile statistics

Minimum5.561
5-th percentile5.574
Q15.642
median5.773
Q36.121
95-th percentile6.9971
Maximum8.576
Range3.015
Interquartile range (IQR)0.479

Descriptive statistics

Standard deviation0.4650213218
Coefficient of variation (CV)0.07797659431
Kurtosis3.036703516
Mean5.963601333
Median Absolute Deviation (MAD)0.161
Skewness1.774400211
Sum44727.01
Variance0.2162448297
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
5.613 42 0.6%
 
5.612 40 0.5%
 
5.568 34 0.5%
 
5.62 34 0.5%
 
5.562 33 0.4%
 
5.619 33 0.4%
 
5.564 33 0.4%
 
5.61 32 0.4%
 
5.563 32 0.4%
 
5.623 32 0.4%
 
Other values (1530) 7155 95.4%
 
ValueCountFrequency (%) 
5.561 30 0.4%
 
5.562 33 0.4%
 
5.563 32 0.4%
 
5.564 33 0.4%
 
5.565 27 0.4%
 
ValueCountFrequency (%) 
8.576 1 < 0.1%
 
8.471 1 < 0.1%
 
8.277 1 < 0.1%
 
8.269 1 < 0.1%
 
8.221 1 < 0.1%
 

avg_rating
Real number (ℝ≥0)

Distinct count329
Unique (%)4.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.966790666666666
Minimum5.64
Maximum9.36
Zeros0
Zeros (%)0.0%
Memory size58.7 KiB

Quantile statistics

Minimum5.64
5-th percentile6.1
Q16.5175
median6.9
Q37.36
95-th percentile8.05
Maximum9.36
Range3.72
Interquartile range (IQR)0.8425

Descriptive statistics

Standard deviation0.599710564
Coefficient of variation (CV)0.08608132391
Kurtosis-0.03232210305
Mean6.966790667
Median Absolute Deviation (MAD)0.41
Skewness0.5076564743
Sum52250.93
Variance0.3596527605
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
6.64 64 0.9%
 
6.81 62 0.8%
 
6.97 62 0.8%
 
6.89 62 0.8%
 
6.7 61 0.8%
 
6.48 58 0.8%
 
7.18 57 0.8%
 
6.86 57 0.8%
 
6.71 57 0.8%
 
6.55 56 0.7%
 
Other values (319) 6904 92.1%
 
ValueCountFrequency (%) 
5.64 1 < 0.1%
 
5.68 1 < 0.1%
 
5.69 1 < 0.1%
 
5.7 1 < 0.1%
 
5.71 2 < 0.1%
 
ValueCountFrequency (%) 
9.36 1 < 0.1%
 
9.32 2 < 0.1%
 
9.15 1 < 0.1%
 
9.13 1 < 0.1%
 
9.12 1 < 0.1%
 

num_voters
Real number (ℝ≥0)

Distinct count2754
Unique (%)36.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1841.6372
Minimum32
Maximum94098
Zeros0
Zeros (%)0.0%
Memory size29.4 KiB

Quantile statistics

Minimum32
5-th percentile88
Q1211
median472
Q31359
95-th percentile7750.25
Maximum94098
Range94066
Interquartile range (IQR)1148

Descriptive statistics

Standard deviation5032.220513
Coefficient of variation (CV)2.732471147
Kurtosis93.11886192
Mean1841.6372
Median Absolute Deviation (MAD)330
Skewness8.000842885
Sum13812279
Variance25323243.29
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
160 23 0.3%
 
123 21 0.3%
 
112 20 0.3%
 
101 19 0.3%
 
124 19 0.3%
 
187 19 0.3%
 
130 18 0.2%
 
115 17 0.2%
 
219 17 0.2%
 
149 17 0.2%
 
Other values (2744) 7310 97.5%
 
ValueCountFrequency (%) 
32 1 < 0.1%
 
33 1 < 0.1%
 
34 2 < 0.1%
 
36 2 < 0.1%
 
38 2 < 0.1%
 
ValueCountFrequency (%) 
94098 1 < 0.1%
 
93960 1 < 0.1%
 
93706 1 < 0.1%
 
77832 1 < 0.1%
 
73725 1 < 0.1%
 

min_age
Real number (ℝ≥0)

MISSING
Distinct count18
Unique (%)0.2%
Missing300
Missing (%)4.0%
Infinite0
Infinite (%)0.0%
Mean10.866666666666667
Minimum2.0
Maximum21.0
Zeros0
Zeros (%)0.0%
Memory size58.7 KiB

Quantile statistics

Minimum2
5-th percentile7
Q19
median12
Q312
95-th percentile14
Maximum21
Range19
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.440684016
Coefficient of variation (CV)0.2246028235
Kurtosis-0.2145819356
Mean10.86666667
Median Absolute Deviation (MAD)2
Skewness-0.1759921895
Sum78240
Variance5.956938464
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
12 1962 26.2%
 
10 1624 21.7%
 
8 1299 17.3%
 
14 966 12.9%
 
13 578 7.7%
 
6 171 2.3%
 
7 156 2.1%
 
9 114 1.5%
 
15 71 0.9%
 
5 67 0.9%
 
Other values (8) 192 2.6%
 
(Missing) 300 4.0%
 
ValueCountFrequency (%) 
2 1 < 0.1%
 
3 7 0.1%
 
4 30 0.4%
 
5 67 0.9%
 
6 171 2.3%
 
ValueCountFrequency (%) 
21 3 < 0.1%
 
18 35 0.5%
 
17 15 0.2%
 
16 56 0.7%
 
15 71 0.9%
 

weight
Real number (ℝ≥0)

Distinct count363
Unique (%)4.9%
Missing21
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean2.3087698890225967
Minimum1.0
Maximum4.91
Zeros0
Zeros (%)0.0%
Memory size58.7 KiB

Quantile statistics

Minimum1
5-th percentile1.12
Q11.69
median2.24
Q32.845
95-th percentile3.78
Maximum4.91
Range3.91
Interquartile range (IQR)1.155

Descriptive statistics

Standard deviation0.8054548818
Coefficient of variation (CV)0.3488675444
Kurtosis-0.4227831926
Mean2.308769889
Median Absolute Deviation (MAD)0.57
Skewness0.417125731
Sum17267.29
Variance0.6487575666
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 290 3.9%
 
1 182 2.4%
 
3 120 1.6%
 
1.5 104 1.4%
 
2.5 94 1.3%
 
2.33 81 1.1%
 
1.67 77 1.0%
 
2.67 71 0.9%
 
1.33 68 0.9%
 
2.25 63 0.8%
 
Other values (353) 6329 84.4%
 
ValueCountFrequency (%) 
1 182 2.4%
 
1.01 1 < 0.1%
 
1.02 4 0.1%
 
1.03 8 0.1%
 
1.04 14 0.2%
 
ValueCountFrequency (%) 
4.91 1 < 0.1%
 
4.89 1 < 0.1%
 
4.88 1 < 0.1%
 
4.75 1 < 0.1%
 
4.72 1 < 0.1%
 

artists
Unsupported

REJECTED
UNSUPPORTED
Missing0
Missing (%)0.0%
Memory size29.4 KiB

publishers
Unsupported

REJECTED
UNSUPPORTED
Missing0
Missing (%)0.0%
Memory size29.4 KiB

categories
Unsupported

REJECTED
UNSUPPORTED
Missing0
Missing (%)0.0%
Memory size29.4 KiB

mechanisms
Unsupported

REJECTED
UNSUPPORTED
Missing0
Missing (%)0.0%
Memory size29.4 KiB

family
Unsupported

REJECTED
UNSUPPORTED
Missing0
Missing (%)0.0%
Memory size29.4 KiB

designers
Unsupported

REJECTED
UNSUPPORTED
Missing0
Missing (%)0.0%
Memory size29.4 KiB

min_player_num
Real number (ℝ≥0)

Distinct count8
Unique (%)0.1%
Missing5
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean1.9770513675783856
Minimum1.0
Maximum9.0
Zeros0
Zeros (%)0.0%
Memory size58.7 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median2
Q32
95-th percentile3
Maximum9
Range8
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6894350111
Coefficient of variation (CV)0.3487188155
Kurtosis8.862900049
Mean1.977051368
Median Absolute Deviation (MAD)0
Skewness1.510834529
Sum14818
Variance0.4753206345
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 4948 66.0%
 
1 1487 19.8%
 
3 873 11.6%
 
4 151 2.0%
 
5 21 0.3%
 
8 7 0.1%
 
6 7 0.1%
 
9 1 < 0.1%
 
(Missing) 5 0.1%
 
ValueCountFrequency (%) 
1 1487 19.8%
 
2 4948 66.0%
 
3 873 11.6%
 
4 151 2.0%
 
5 21 0.3%
 
ValueCountFrequency (%) 
9 1 < 0.1%
 
8 7 0.1%
 
6 7 0.1%
 
5 21 0.3%
 
4 151 2.0%
 

max_player_num
Real number (ℝ≥0)

SKEWED
Distinct count32
Unique (%)0.4%
Missing5
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean5.492328218812542
Minimum1.0
Maximum999.0
Zeros0
Zeros (%)0.0%
Memory size58.7 KiB

Quantile statistics

Minimum1
5-th percentile2
Q14
median4
Q36
95-th percentile8
Maximum999
Range998
Interquartile range (IQR)2

Descriptive statistics

Standard deviation18.19178186
Coefficient of variation (CV)3.312216811
Kurtosis2379.173787
Mean5.492328219
Median Absolute Deviation (MAD)1
Skewness44.51002747
Sum41165
Variance330.9409273
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
4 2547 34.0%
 
2 1445 19.3%
 
5 1310 17.5%
 
6 1152 15.4%
 
8 351 4.7%
 
1 137 1.8%
 
7 133 1.8%
 
3 103 1.4%
 
10 102 1.4%
 
12 66 0.9%
 
Other values (22) 149 2.0%
 
ValueCountFrequency (%) 
1 137 1.8%
 
2 1445 19.3%
 
3 103 1.4%
 
4 2547 34.0%
 
5 1310 17.5%
 
ValueCountFrequency (%) 
999 2 < 0.1%
 
200 1 < 0.1%
 
120 1 < 0.1%
 
100 3 < 0.1%
 
99 41 0.5%
 

min_play_time
Real number (ℝ≥0)

SKEWED
Distinct count69
Unique (%)0.9%
Missing28
Missing (%)0.4%
Infinite0
Infinite (%)0.0%
Mean76.26552462526766
Minimum1.0
Maximum17280.0
Zeros0
Zeros (%)0.0%
Memory size58.7 KiB

Quantile statistics

Minimum1
5-th percentile15
Q130
median45
Q375
95-th percentile240
Maximum17280
Range17279
Interquartile range (IQR)45

Descriptive statistics

Standard deviation258.5603003
Coefficient of variation (CV)3.390264494
Kurtosis2714.532149
Mean76.26552463
Median Absolute Deviation (MAD)15
Skewness44.63966224
Sum569856
Variance66853.42888
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
30 1494 19.9%
 
60 1253 16.7%
 
45 980 13.1%
 
20 712 9.5%
 
90 545 7.3%
 
15 480 6.4%
 
120 470 6.3%
 
180 288 3.8%
 
10 258 3.4%
 
240 186 2.5%
 
Other values (59) 806 10.7%
 
ValueCountFrequency (%) 
1 10 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
5 86 1.1%
 
6 2 < 0.1%
 
ValueCountFrequency (%) 
17280 1 < 0.1%
 
6000 1 < 0.1%
 
5400 1 < 0.1%
 
4500 1 < 0.1%
 
3600 2 < 0.1%
 

max_play_time
Real number (ℝ≥0)

SKEWED
Distinct count85
Unique (%)1.1%
Missing28
Missing (%)0.4%
Infinite0
Infinite (%)0.0%
Mean112.8313704496788
Minimum1.0
Maximum22500.0
Zeros0
Zeros (%)0.0%
Memory size58.7 KiB

Quantile statistics

Minimum1
5-th percentile15
Q130
median60
Q390
95-th percentile300
Maximum22500
Range22499
Interquartile range (IQR)60

Descriptive statistics

Standard deviation459.6902424
Coefficient of variation (CV)4.074135061
Kurtosis1128.637786
Mean112.8313704
Median Absolute Deviation (MAD)30
Skewness28.8635442
Sum843076
Variance211315.1189
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
60 1255 16.7%
 
30 1152 15.4%
 
45 890 11.9%
 
90 770 10.3%
 
120 701 9.3%
 
20 520 6.9%
 
180 374 5.0%
 
15 315 4.2%
 
240 243 3.2%
 
40 198 2.6%
 
Other values (75) 1054 14.1%
 
ValueCountFrequency (%) 
1 2 < 0.1%
 
2 1 < 0.1%
 
5 24 0.3%
 
6 1 < 0.1%
 
10 141 1.9%
 
ValueCountFrequency (%) 
22500 1 < 0.1%
 
17280 1 < 0.1%
 
12000 1 < 0.1%
 
10000 1 < 0.1%
 
6000 5 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

df_indexbgg_ranknameyeargeek_ratingavg_ratingnum_votersmin_ageweightartistspublisherscategoriesmechanismsfamilydesignersmin_player_nummax_player_nummin_play_timemax_play_time
0100001Gloomhaven20178.5768.833482912.03.83[alexandr elichev, josh t. mcdowell, alvaro nebot][cephalofair games, albi, asmodee, feuerland spiele, galápagos jogos, games warehouse, gém klub kft., hobby world, korea boardgames co., ltd., mybg co., ltd.][adventure, exploration, fantasy, fighting, miniatures][action retrieval, campaign / battle card driven, communication limits, cooperative game, grid movement, hand management, legacy game, modular board, once-per-game abilities, role playing, scenario / mission / campaign game, simultaneous action selection, solo / solitaire game, storytelling, variable player powers][campaign games, components: miniatures, crowdfunding: kickstarter, dungeon crawler, gloomhaven universe, legacy, solitaire games][isaac childres]1.04.060.0120.0
1100012Pandemic Legacy: Season 120158.4718.623692813.02.83[chris quilliams][z-man games, inc., asterion press, devir, filosofia éditions, gém klub kft., hobby japan, jolly thinkers, korea boardgames co., ltd., lacerta, lifestyle boardgames ltd, mindok][environmental, medical][action points, cooperative game, hand management, legacy game, point to point movement, set collection, trading, variable player powers][campaign games, legacy, pandemic][rob daviau, matt leacock]2.04.060.060.0
2100023Terraforming Mars20168.2778.435371412.03.24[isaac fryxelius][fryxgames, arclight, fantasmagoria, ghenos games, intrafin games, kilogames, korea boardgames co., ltd., lautapelit.fi, lavka games, lex games, maldito games, meeple br jogos, mindok, mybg co., ltd., neotroy games, rebel sp. z o.o., reflexshop, schwerkraft-verlag, siam board games, stronghold games][economic, environmental, industry / manufacturing, science fiction, space exploration, territory building][card drafting, end game bonuses, hand management, hexagon grid, income, set collection, solo / solitaire game, take that, tile placement, turn order: progressive, variable player powers][fryxgames' future timeline, solitaire games, space: earth's solar system, space: mars, tableau building, terraforming mars][jacob fryxelius]1.05.0120.0120.0
3100034Brass: Birmingham20188.2698.631268614.03.93[lina cossette, david forest, damien mammoliti][roxley, boardm factory, conclave editora, crowd games, funforge, ghenos games, giant roc, maldito games, phalanx][economic, industry / manufacturing, transportation][connections, hand management, income, loans, market, network and route building, tech trees / tech tracks, turn order: stat-based, variable setup][brass, cities: birmingham (england), country: england, crowdfunding: kickstarter, industrial revolution, theme: beer][gavan brown, matt tolman, martin wallace]2.04.060.0120.0
4100045Through the Ages: A New Story of Civilization20158.2218.471991514.04.40[filip murmak, radim pech, jakub politzer, milan vavroň][czech games edition, cranio creations, devir, dicetree games, eagle-gryphon games, gaga games, gém klub kft., heidelbär games, heidelberger spieleverlag, iello, mindok, one moment games, rebel sp. z o.o.][card game, civilization, economic][action points, auction/bidding, auction: dutch, card drafting, income][tableau building, through the ages][vlaada chvátil]2.04.0120.0120.0
5100056Twilight Imperium (Fourth Edition)20178.2048.691059914.04.22[scott schomburg][fantasy flight games, adc blackfire entertainment, arclight, asmodee, asterion press, edge entertainment, galakta, galápagos jogos, hobby world, playfun games][civilization, economic, negotiation, political, science fiction, space exploration, wargame][action drafting, area majority / influence, area-impulse, dice rolling, follow, grid movement, modular board, trading, variable phase order, variable player powers, voting][4x games, components: miniatures, twilight imperium][dane beltrami, corey konieczka, christian t. petersen]3.06.0240.0480.0
6100067Star Wars: Rebellion20168.1568.422020114.03.69[matt allsopp, david ardila, balaskas, tiziano baracchi, ryan barger, jorge barrero, cassandre bolan, jon bosco, matt bradbury, adam burn, alexandre dainche, christina davis, anthony devine, allen douglas, jose mikhail elloso, tony foti, michele frigo, mariusz gandzel, zach graves, richard hanuschek, christopher hosch, andrew johanson, jeff lee johnson, jason juta, adam lane, ignacio bazán lazcano, ralph mcquarrie, mark molnar, jake murray, ameen naksewee, david auden nash, mike nash, maciej rebisz, alexandru sabo, tony shasteen, samuel shimota, stephen somers, matthew starbuck, nicholas stohlman, angela sung, darren tan, ryan valle, jose vega, viko, magali villeneuve, jacob walker, ben zweifel][fantasy flight games, adc blackfire entertainment, asterion press, delta vision publishing, edge entertainment, galakta, galápagos jogos, heidelberger spieleverlag, hobby world][civil war, fighting, miniatures, movies / tv / radio theme, science fiction, wargame][area majority / influence, area movement, area-impulse, dice rolling, hand management, team-based game, variable player powers][components: miniatures, star wars][corey konieczka]2.04.0180.0240.0
7100078Twilight Struggle20058.1538.313797613.03.57[viktor csete, rodger b. macgowan, chechu nieto, guillaume ries, mark simonitch][gmt games, (self-published), asterion press, bard centrum gier, chrononauts games, devir, dicetree games, gaga games, mindok, phalanx, udo grebe gamedesign, wargames club publishing][modern warfare, political, wargame][action/event, advantage token, area majority / influence, campaign / battle card driven, dice rolling, hand management, simulation, simultaneous action selection, tug of war][cold war, country: soviet union, country: usa, historical figures: fidel castro, twilight struggle][ananda gupta, jason matthews]2.02.0120.0180.0
8100089Gaia Project20178.1498.501336012.04.33[dennis lohausen][feuerland spiele, capstone games, cranio creations, dicetree games, edge entertainment, game harbor, games factory, hobby world, maldito games, mandala jogos, reflexshop, テンデイズゲームズ (ten days games), white goblin games, z-man games, inc.][civilization, economic, science fiction, space exploration, territory building][area majority / influence, end game bonuses, hexagon grid, income, modular board, network and route building, tech trees / tech tracks, turn order: pass order, variable player powers, variable setup, victory points as a resource][solitaire games, tableau building, terra mystica][jens drögemüller, helge ostertag]1.04.060.0150.0
91000910Great Western Trail20168.1018.292495312.03.70[alexander pfister, andreas resch][eggertspiele, 999 games, arclight, broadway toys ltd, conclave editora, delta vision publishing, ediciones masqueoca, gigamic, korea boardgames co., ltd., lacerta, ludicus, mindok, pegasus spiele, plan b games, stronghold games, uplay.it edizioni, zvezda][american west, animals][deck, bag, and pool building, hand management, point to point movement, set collection, variable setup][animals: cattle / cows, great western trail, stronghold games: the great designers series, tableau building][alexander pfister]2.04.075.0150.0

Last rows

df_indexbgg_ranknameyeargeek_ratingavg_ratingnum_votersmin_ageweightartistspublisherscategoriesmechanismsfamilydesignersmin_player_nummax_player_nummin_play_timemax_play_time
74908700878688War for Edaðh20085.5616.47174NaN3.24[deb pyne, lloyd ash pyne][warriorelite, ltd.][card game, fantasy, fighting, wargame][card drafting, hand management][n/a][lloyd ash pyne, nigel pyne]1.04.030.030.0
74918700888689Knaster20195.5616.421028.01.00[oliver freudenreich][nürnberger-spielkarten-verlag, white goblin games][dice][dice rolling, pattern building][nsv middys series, roll-and-write, solitaire games][markus schleininger, reinhard staupe, heinz wüppen]1.099.015.015.0
74928700898690Suez '56: Anglo French Intervention in Egypt20155.5616.996012.01.80[eric r. harvey, brandon pennington][decision games (i)][modern warfare, wargame][point to point movement][country: egypt, decision games mini series, history: suez crisis][joseph miranda]1.01.0NaNNaN
7493870090869118Africa20145.5617.254912.03.83[andré r. viana][(web published)][economic, print & play, trains][stock holding, tile placement][18xx, continents: africa][jeff edmunds (ii)]2.07.0240.0240.0
74948700918692The Deception of Antiques: 12 Chinese Zodiac Bronze Heads20175.5617.74478.02.67[collin wang][boxed lightning][bluffing, deduction, memory, movies / tv / radio theme, negotiation, novel-based, party game][memory, role playing, simultaneous action selection, team-based game, variable phase order, variable player powers, voting][n/a][darren black, huang yi ming]6.08.030.060.0
74958700928693Contrario20015.5616.0020713.01.13[mathieu beaulieu, cyril saint blancat][asmodee, cocktail games, first editions, foxmind, reveal entertainment, inc., le scorpion masqué][party game, word game][n/a][n/a][matthieu d'epenoux, roberto fraga, odet l'homer]2.012.030.030.0
74968700938694Rukshuk20065.5615.923368.01.34[n/a][zabazoo corporation][action / dexterity, party game][n/a][n/a][malcolm bisiker]2.06.020.030.0
74978700958696Neon Gods20185.5616.638714.02.00[igor wolski][plaid hat games][dice, economic, fighting, miniatures, science fiction, territory building][area majority / influence, command cards, deck, bag, and pool building, dice rolling, grid movement, hand management, king of the hill, square grid, turn order: progressive, variable setup][theme: cyberpunk][isaac vega]2.04.030.0120.0
74988700978698Flying Carpet19875.5615.8534112.01.52[tilman michalski][berliner spielkarten, grow jogos e brinquedos, otto maier verlag, ravensburger spieleverlag gmbh][arabian, aviation / flight, racing][n/a][sports: aerial racing][kurt feyerabend, elke flogaus]3.06.020.020.0
74998700998700Costa Ruana20145.5616.361048.02.00[ariadna sysoeva, pam wishbow][lifestyle boardgames ltd, mandala jogos, r&r games][bluffing, card game][area majority / influence][n/a][yuri zhuravljov]2.06.020.060.0